MindSpore AI computing Framework

Bridge the gap between AI research and application

MindSpore

MindSpore is the AI computing framework. Fully developed by Huawei from the ground up, it implements on-demand collaboration across the cloud-edge-device. It provides unified APIs and end-to-end AI capabilities for model development, execution, and deployment in all scenarios.
Using a distributed architecture, MindSpore leverages a native differentiable programming paradigm and new AI native execution modes to achieve better resource efficiency, security, and trustworthiness. Meanwhile, MindSpore makes full use of the computing power of Ascend AI processors and lowers the entry requirements of industry AI development, bringing inclusive AI faster to reality.

Development Friendliness

★Automatic differential: unified programming of network and operators, native expression of functions and algorithms, and automatic generation of inverse network operators
★Automatic parallelization: achieving best model parallelization with automatic model partitioning
★Automatic optimization: using the same code for dynamic and static computation graphs

Execution Efficiency

★On-device execution, making full use of the computing power of Ascend AI processors
★Pipeline optimization, maximizing parallel processing linearity
★Deep graph optimization, automatically adapting to the AI core computing power and precision

Deployment Flexibility

★On-demand collaborative computing across the cloud-edge-device, better protecting privacy
★Unified architecture for the cloud-edge-device, implementing one-time development and on-demand deployment